{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "987bd56f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据整理\n",
    "> 1. 创建表数据结构\n",
    "> 2. 数据基本特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "703e83f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据挖掘"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cdb29137",
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "09731ac0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'https://www.liepin.com/city-sz/zpxfzdcy5r9b/', 'https://www.liepin.com/city-zhuhai/', 'https://www.liepin.com/city-sz/industry/yjsdsj/', 'https://www.liepin.com/campus/?t=1', 'https://www.liepin.com/city-qingdao/', 'https://www.liepin.com/city-sz/zpnbbjlp5z9/', 'https://www.liepin.com/city-sz/career/zhuangpeigcs/', 'https://www.liepin.com/city-sz/industry/pfls/', 'https://www.liepin.com/city-xiamen/', 'https://www.liepin.com/city-sz/zpkjdsdpyy4z8f/', 'https://www.liepin.com/city-sz/career/270044/', 'https://www.liepin.com/city-tj/', 'https://www.liepin.com/city-sz/zprymesgw1q7e/', 'https://www.liepin.com/city-zhengzhou/', 'https://www.liepin.com/citylist/', 'https://www.liepin.com/company/gs16723816/', 'https://www.liepin.com/city-sz/industry/gcglkcjl/', 'https://www.liepin.com/city-sz/industry/znyhdf/', 'https://www.liepin.com/city-shangqiu/', 'https://www.liepin.com/company/9503299/', 'https://www.liepin.com/company/8178294/', 'https://www.liepin.com/city-shanwei/', 'https://www.liepin.com/company/gs22376024/', 'https://www.liepin.com/company/13202751/', 'https://www.liepin.com/city-sz/career/WuYeXiangMuJingLiD/', 'https://www.liepin.com/city-sz/career/JiGouKeHuJingLi/', 'https://www.liepin.com/city-huizhou/', 'https://www.liepin.com/city-sh/', 'https://www.liepin.com/company/gs20624149/', 'https://www.liepin.com/city-sz/zpqqxsjl9r3h/', 'https://www.liepin.com/city-sz/industry/hb/', 'https://www.liepin.com/company/gs16723308/', 'https://www.liepin.com/city-sz/industry/wysygl/', 'https://www.liepin.com/city-sz/zpysyjgcsv4u3/', 'https://www.liepin.com/city-sz/career/510007/', 'https://www.liepin.com/city-chaozhou/', 'https://www.liepin.com/city-sz/career/fangxiugongchengshi/', 'https://www.liepin.com/company/gs13572926/', 'https://www.liepin.com/city-sz/career/qichedipangongchengshi/', 'https://www.liepin.com/city-dongguan/', 'https://www.liepin.com/city-jiangmen/', 'https://www.liepin.com/company/gs4222724/', 'https://www.liepin.com/company/gs19523719/', 'https://www.liepin.com/company/gs22684936/', 'https://www.liepin.com/company/12961651/', 'https://www.liepin.com/company/gs4374170/', 'https://www.liepin.com/company/gs20256346/', 'https://www.liepin.com/city-sz/zpqcmjjggcs6q1s/', 'https://www.liepin.com/company/gs22684707/', 'https://www.liepin.com/city-sz/zpscnryy5g3r/', 'https://www.liepin.com/city-sz/industry/bx/', 'https://www.liepin.com/city-sz/zpgjgzscjl3v7d/', 'https://www.liepin.com/city-sz/zpylyhyy8c5l/', 'https://www.liepin.com/city-sz/zpspywbc8z9d/', 'https://www.liepin.com/company/gs22684987/', 'https://www.liepin.com/city-nj/', 'https://www.liepin.com/company/8224488/', 'https://www.liepin.com/company/9326026/', 'https://www.liepin.com/company/9427087/', 'https://www.liepin.com/company/gs6150713/', 'https://www.liepin.com/city-sz/industry/qcjyhsc/', 'https://www.liepin.com/city-sz/industry/hjsy/', 'https://www.liepin.com/city-sz/career/cuxiaojl/', 'https://www.liepin.com/city-wuhan/', 'https://www.liepin.com/city-sz/industry/mhtlglslky/', 'https://www.liepin.com/city-sz/career/hadoophivespark/', 'https://www.liepin.com/company/gs4483175/', 'https://www.liepin.com/city-bj/', 'https://www.liepin.com/company/13447043/', 'https://www.liepin.com/city-qingyuan/', 'https://m.liepin.com/city-sz/zhaopin/', 'https://www.liepin.com/city-sz/career/hexinwanggcs/', 'https://www.liepin.com/company/gs20248444/', 'https://www.liepin.com/city-sz/career/haikongyun/', 'https://www.liepin.com/city-sz/zpghjsq7n8g/', 'https://www.liepin.com/company/10031385/', 'https://www.liepin.com/city-sz/zpjssyqhjl4m4y/', 'https://www.liepin.com/city-jinan/', 'https://www.liepin.com/city-sz/zpjgldzlyjy8y2p/', 'https://www.liepin.com/city-sz/career/gis/', 'https://www.liepin.com/city-shenyang/', 'https://www.liepin.com/company/gs17697676/', 'https://www.liepin.com/city-sz/industry/whysy/', 'https://www.liepin.com/city-sz/career/bandaotsb/', 'https://www.liepin.com', 'https://www.liepin.com/city-sz/industry/yqyb/', 'https://www.liepin.com/city-shaoguan/', 'https://www.liepin.com/city-sz/career/80021/', 'https://www.liepin.com/city-sz/zpcaesfgcsp4g2/', 'https://www.liepin.com/city-sz/zpjtgygcs7k3s/', 'https://www.liepin.com/city-heyuan/', 'https://www.liepin.com/city-maoming/', 'https://www.liepin.com/city-sz/industry/hywlcc/', 'https://www.liepin.com/returnee/', 'https://blade.liepin.com', 'https://www.liepin.com/city-sz/zpsyckfjy3e9f/', 'https://www.liepin.com/city-sz/career/GuangGaoHuiZhanYeWuTuoZhan/', 'https://www.liepin.com/company/gs17362276/', 'https://www.liepin.com/city-sz/industry/kjjr/', 'https://www.liepin.com/city-sz/zpzssjfk3j5t/', 'https://www.liepin.com/city-sz/zhaopin/?scene=seo', 'https://www.liepin.com/company/gs16529498/', 'https://www.liepin.com/company/gs17677063/', 'https://www.liepin.com/company/13266169/', 'https://www.liepin.com/city-sz/zpkascjlz5m1/', 'https://www.liepin.com/city-gz/', 'https://www.liepin.com/company/gs18390945/', 'https://www.liepin.com/city-zhanjiang/', 'https://www.liepin.com/company/7943299/', 'https://www.liepin.com/city-sz/career/qtyyzw/', 'https://www.liepin.com/city-sz/zpzmxnyppk4m3/', 'https://www.liepin.com/city-wuxi/', 'https://h.liepin.com/#sfrom=click-pc_homepage-front_navigation-hunter_new', 'https://www.liepin.com/city-cd/', 'https://www.liepin.com/city-sz/career/290094/', 'https://www.liepin.com/city-sz/career/ZhaoMingSheJi/', 'https://www.liepin.com/company/12872313/', 'https://www.liepin.com/city-sz/industry/qtswfwy/', 'https://www.liepin.com/city-yunfu/', 'https://www.liepin.com/city-sz/zpyxswzrso7c9/', 'https://www.liepin.com/company/gs70095/', 'https://www.liepin.com/city-sz/zpggychzge4a6/', 'https://www.liepin.com/city-sz/industry/sh/', 'https://www.liepin.com/city-suzhou/', 'https://www.liepin.com/company/9292194/', 'https://www.liepin.com/company/gs20353346/', 'https://www.liepin.com/city-sz/career/neirongyy/', 'https://www.liepin.com/city-shantou/', 'https://www.liepin.com/company/gs1585271/', 'https://www.liepin.com/company/12223531/', 'https://www.liepin.com/city-sz/zpstspzl6m4k/', 'https://www.liepin.com/city-hz/', 'https://www.liepin.com/company/gs4371195/', 'https://www.liepin.com/city-sz/industry/hlw/', 'https://www.liepin.com/city-foshan/', 'https://www.liepin.com/zhaopin/?init=1', 'https://www.liepin.com/city-sz/career/360329/', 'https://www.liepin.com/city-sz/industry/yljg/', 'https://www.liepin.com/city-cq/', 'https://www.liepin.com/city-sz/industry/xls/', 'https://www.liepin.com/city-sz/industry/jsjrj/', 'https://www.liepin.com/city-zhongshan/', 'https://www.liepin.com/company/gs7326781/', 'https://www.liepin.com/company/8550681/', 'https://www.liepin.com/city-sz/industry/zyjsfw/', 'https://www.liepin.com/city-sz/industry/qtshfw/', 'https://www.liepin.com/company/gs1402162/', 'https://www.liepin.com/city-sz/career/291040/', 'https://www.liepin.com/city-sz/zpqywhbjjl10y6c/', 'https://www.liepin.com/city-dl/', 'https://www.liepin.com/city-zhaoqing/', 'https://www.liepin.com/city-sz/zpclwpmog8i2/', 'https://www.liepin.com/city-sz/industry/zszx/', 'https://www.liepin.com/city-jieyang/', 'https://www.liepin.com/city-ningbo/', 'https://www.liepin.com/company/9287656/', 'https://www.liepin.com/city-sz/zpgdsybyjy5x9f/', 'https://www.liepin.com/city-sz/career/songcanyuan/', 'https://www.liepin.com/city-yangjiang/', 'https://www.liepin.com/city-sz/career/yuyinshipin/', 'https://www.liepin.com/city-sz/industry/jzgcsj/', 'https://www.liepin.com/company/gs17330717/', 'https://www.liepin.com/city-sz/zpgjyli6c7i/', 'https://www.liepin.com/city-sz/career/jiushengyuan/', 'https://www.liepin.com/city-sz/zpxxcjfjl9c10s/', 'https://www.liepin.com/city-sz/industry/zczz/', 'https://www.liepin.com/city-meizhou/', 'https://www.liepin.com/city-sz/career/bandaotcp/', 'https://www.liepin.com/city-xian/', 'https://www.liepin.com/city-sz/career/380001/', 'https://www.liepin.com/city-sz/industry/yx/', 'https://www.liepin.com/city-taizhou/', 'https://www.liepin.com/city-sz/industry/yyszzfw/', 'https://www.liepin.com/city-sz/industry/fylzz/', 'https://www.liepin.com/city-sz/career/YunShuGuanLi/', 'https://www.liepin.com/city-sz/career/ITjingli/', 'https://www.liepin.com/city-sz/industry/yylt/', 'https://www.liepin.com/city-sz/career/LanQiuJiaoLian/', 'https://www.liepin.com/company/gs14634872/', 'https://www.liepin.com/city-sz/zpgdmdxd2e6k/', 'https://www.liepin.com/city-sz/career/qicheweixiubaoyang/', 'https://www.liepin.com/city-sz/', 'https://vas.liepin.com/v/view-intro?utm_content=pcjuhexiala&imscid=R000014437', 'https://www.liepin.com/city-sz/zpjlfxv7f1p/', 'https://www.liepin.com/company/8294139/', 'https://www.liepin.com/company/gs17416113/', 'https://www.liepin.com/city-sz/industry/jjjjdf/', 'https://www.liepin.com/company/gs17315730/'}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "session = HTMLSession()\n",
    "\n",
    "r = session.get('https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&scene=condition&sfrom=search_job_pc&skId=647fs1cad9rcsm9dqbufv2nb55z30ve8&fkId=647fs1cad9rcsm9dqbufv2nb55z30ve8&ckId=647fs1cad9rcsm9dqbufv2nb55z30ve8&suggestId=')\n",
    "\n",
    "# 获取页面上的所有链接。\n",
    "all_links =  r.html.links\n",
    "print(all_links)\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a3e08db",
   "metadata": {},
   "outputs": [],
   "source": [
    "contents = r.html.find('ul.list-ul') ## 命名r.html.find('ul.list-ul')，for循环改部分的内容\n",
    "for i in contents:\n",
    "    print(i.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "47b2ce97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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l.p.a : l.q).push(f) } l.q = [] l.p = { a: [] } n[a] = l m = document.createElement(\\'script\\') m.src = r + \\'?aid=\\' + t + \\'&globalName=\\' + a m.crossorigin = \\'anonymous\\' e.getElementsByTagName(\\'head\\')[0].appendChild(m) if (i in n) { l.pcErr = function (e) { e = e || n.event p = e.target || e.srcElement if (p instanceof Element || p instanceof HTMLElement) { n[a](o, \\'st\\', { tagName: p.tagName, url: p[s](\\'href\\') || p[s](\\'src\\') }) } else { n[a](o, \\'err\\', e.error || e.message) } } l.pcRej = function (e) { e = e || n.event n[a](o, \\'err\\', e.reason || (e.detail && e.detail.reason)) } n[i](\\'error\\', l.pcErr, true) n[i](\\'unhandledrejection\\', l.pcRej, true) } if (\\'PerformanceLongTaskTiming\\' in n) { u = l.pp = { entries: [] } u.observer = new PerformanceObserver(function (e) { u.entries = u.entries.concat(e.getEntries()) }) u.observer.observe({ entryTypes: [\\'longtask\\', \\'largest-contentful-paint\\', \\'layout-shift\\'] }) } })( window, document, \\'https://concat.lietou-static.com/fe-lib-pc/v6/apmplus/1.7.0/browser.cn.js\\', 0, \\'apmPlus\\' ) window.apmPlus(\\'init\\', { aid: 460715, token: \\'26ca6df079bf44f09bd002af5fdb382c\\', plugins: { ajax: false, fetch: false, pageview: true, resource: false, performance: { longtask: true } }, sample: { rules: { pageview: { enable: true, sample_rate: 0.01 }, performance: { sample_rate: 0.0005 }, performance_timing: { sample_rate: 0.0005 }, performance_longtask: { sample_rate: 0.0005 } } } }) window.apmPlus(\\'start\\')'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "595b664e",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.get('') ## get请求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cc2ad11f",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.post('https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b350cdd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a84f219b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 0, 'code': '-1400', 'msg': '出错了（400）！'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b9311070",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.1.2 Safari/603.3.8', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': '*/*', 'Connection': 'keep-alive', 'Cookie': 'XSRF-TOKEN=a-gMzkP2SsK_49on-6Hq9Q; __gc_id=5620e8cdddbe4f6bab9543821a6a7634; acw_tc=2760828b16970239509816581e25f01907f74ac7c82a2bf311ad5e346067c7', 'Content-Length': '0'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95047ae8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 无法请求到数据的原因：\n",
    "> 1. 模拟真实用户代理\n",
    "> 2. 需要提供请求我的参数（如：API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9d32945",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 自己的note：post请求需要提供一些参数。带着参数去请求api接口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a51d9355",
   "metadata": {},
   "outputs": [],
   "source": [
    "## API回顾：带着参数去请求api接口。发起请求带着payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5481582",
   "metadata": {},
   "outputs": [],
   "source": [
    "liepin_headers = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e075d0d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22fdec3bikn85rwl9j628kwhmfrfrydf48%22%2C%22fkId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22jobId%22%3A%2262006783%22%2C%22ckId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22scene%22%3A%22condition%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '500-999人', 'compStage': '港股上市', 'compLogo': '63ec8bd5602f3e26bf895b8504u.png', 'compName': 'Wisest Talent', 'compId': 9812461, 'link': 'https://www.liepin.com/company/9812461/', 'compIndustry': '人力资源服务'}, 'dataParams': '{\"recruiterName\":\"陈先生\",\"userId\":\"88346fad5354e50f96a8e66d8fbbbfcb\",\"imId\":\"29680576b98cc6e7966d2c65245014c5\",\"imUserType\":\"2\",\"recruiterPhoto\":\"63f30e140cbad1022010155d06u.jpeg\",\"jobId\":\"62006783\",\"jobKind\":\"2\"}', 'job': {'labels': ['AI人工智能产品', '硬件产品', '数据产品', '人工智能', '硬件系统集成', '产品设计', '产品优化', '产品规划', '竞品分析', '流程设计'], 'dq': '深圳-南山区', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=fdec3bikn85rwl9j628kwhmfrfrydf48&fkId=x1822s2j8294dvw2x4iju8mgnlpmzse9&ckId=x1822s2j8294dvw2x4iju8mgnlpmzse9&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'requireWorkYears': '5-10年', 'jobId': '62006783', 'title': '高级产品经理（AI大模型方向）', 'topJob': True, 'pcOuterLink': '', 'h5OuterLink': '', 'refreshTime': '20231007134459', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1962006783.shtml', 'salary': '30-60k·14薪', 'advViewFlag': True, 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '陈先生', 'recruiterTitle': '硬科技行业招聘负责人', 'imId': '29680576b98cc6e7966d2c65245014c5', 'imUserType': '2', 'recruiterPhoto': '63f30e140cbad1022010155d06u.jpeg', 'recruiterId': '88346fad5354e50f96a8e66d8fbbbfcb', 'chatted': False}}, {'dataInfo': 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'%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22fdec3bikn85rwl9j628kwhmfrfrydf48%22%2C%22fkId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22jobId%22%3A%2249034385%22%2C%22ckId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22scene%22%3A%22condition%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '1-49人', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某深圳电子/半导体/集成电路公司', 'link': '', 'compIndustry': '电子/半导体/集成电路'}, 'dataParams': '{\"recruiterName\":\"颜女士\",\"userId\":\"c5ef68a3d93d003709bb7f3e75625c3e\",\"imId\":\"028b3e8302ac6a76fbc645f98a948c5b\",\"imUserType\":\"2\",\"recruiterPhoto\":\"619300c394769f74044e3b7908u.jpg\",\"jobId\":\"49034385\",\"jobKind\":\"1\"}', 'job': {'labels': ['FAE推广经验', 'MCU FLASH 马达驱动', '产品经理'], 'dq': '深圳-宝安区', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=fdec3bikn85rwl9j628kwhmfrfrydf48&fkId=x1822s2j8294dvw2x4iju8mgnlpmzse9&ckId=x1822s2j8294dvw2x4iju8mgnlpmzse9&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'requireWorkYears': '3-5年', 'jobId': '49034385', 'title': '芯片PM/产品经理', 'topJob': False, 'refreshTime': '20230831114656', 'jobKind': '1', 'link': 'https://www.liepin.com/a/49034385.shtml', 'salary': '15-30k·13薪', 'advViewFlag': False, 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '颜女士', 'recruiterTitle': '猎头顾问', 'imId': '028b3e8302ac6a76fbc645f98a948c5b', 'imUserType': '2', 'recruiterPhoto': '619300c394769f74044e3b7908u.jpg', 'recruiterId': 'c5ef68a3d93d003709bb7f3e75625c3e', 'chatted': False}}, {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22fdec3bikn85rwl9j628kwhmfrfrydf48%22%2C%22fkId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22jobId%22%3A%2260686811%22%2C%22ckId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22scene%22%3A%22condition%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '100-499人', 'compStage': '沪深A股上市', 'compLogo': '5bfe9c1474719df0ac9a24de03a.png', 'compName': '福建睿能科技', 'compId': 7977355, 'link': 'https://www.liepin.com/company/7977355/', 'compIndustry': '电子/半导体/集成电路'}, 'dataParams': '{\"recruiterName\":\"贾女士\",\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"imId\":\"7b0110f1d286b2a7acd19bcabb3b6f15\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobId\":\"60686811\",\"jobKind\":\"2\"}', 'job': {'labels': [], 'dq': '深圳-福田区', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=fdec3bikn85rwl9j628kwhmfrfrydf48&fkId=x1822s2j8294dvw2x4iju8mgnlpmzse9&ckId=x1822s2j8294dvw2x4iju8mgnlpmzse9&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireWorkYears': '5-10年', 'jobId': '60686811', 'title': '产品经理PM（国产线--华润微、芯朋微等）', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'refreshTime': '20231007173843', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1960686811.shtml', 'salary': '15-25k·18薪', 'advViewFlag': False, 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '贾女士', 'recruiterTitle': 'HR招聘', 'imId': '7b0110f1d286b2a7acd19bcabb3b6f15', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': '6fdaf3efbffc15fb9a1b372cd0d54045', 'chatted': False}}, {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22fdec3bikn85rwl9j628kwhmfrfrydf48%22%2C%22fkId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22jobId%22%3A%2258176355%22%2C%22ckId%22%3A%22x1822s2j8294dvw2x4iju8mgnlpmzse9%22%2C%22scene%22%3A%22condition%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '100-499人', 'compStage': '融资未公开', 'compLogo': '5bfe949074719dc6ed73f25e03a.png', 'compName': '苏州达亚电子有限公司', 'compId': 9196023, 'link': 'https://www.liepin.com/company/9196023/', 'compIndustry': '电子/半导体/集成电路'}, 'dataParams': '{\"recruiterName\":\"缪女士\",\"userId\":\"03d7bbf45f592b5e491bc7a716e5d09f\",\"imId\":\"acc2df4b1588c213b74007bb53955074\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobId\":\"58176355\",\"jobKind\":\"2\"}', 'job': {'labels': ['客户端产品', '定价/竞价产品', '策略产品', '电子/半导体/集成电路', '需求挖掘', '用户研究', '团队管理'], 'dq': '深圳', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=fdec3bikn85rwl9j628kwhmfrfrydf48&fkId=x1822s2j8294dvw2x4iju8mgnlpmzse9&ckId=x1822s2j8294dvw2x4iju8mgnlpmzse9&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireWorkYears': '3-5年', 'jobId': '58176355', 'title': '产品经理（pm）深圳', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'refreshTime': '20230427102409', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1958176355.shtml', 'salary': '12-20k', 'advViewFlag': False, 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '缪女士', 'recruiterTitle': '人事经理', 'imId': 'acc2df4b1588c213b74007bb53955074', 'imUserType': '2', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterId': '03d7bbf45f592b5e491bc7a716e5d09f', 'chatted': False}}], 'compList': []}, 'pagination': {'totalCounts': 806, 'pageSize': 40, 'currentPage': 0, 'totalPage': 10, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'skId': 'fdec3bikn85rwl9j628kwhmfrfrydf48', 'fkId': 'x1822s2j8294dvw2x4iju8mgnlpmzse9', 'ckId': 'x1822s2j8294dvw2x4iju8mgnlpmzse9', 'scene': 'condition'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "  \"data\": {\n",
    "    \"mainSearchPcConditionForm\": {\n",
    "      \"city\": \"050090\",\n",
    "      \"dq\": \"050090\",\n",
    "      \"pubTime\": \"\",\n",
    "      \"currentPage\": \"0\",\n",
    "      \"pageSize\": 40,\n",
    "      \"key\": \"产品经理\",\n",
    "      \"suggestTag\": \"\",\n",
    "      \"workYearCode\": \"\",\n",
    "      \"compId\": \"\",\n",
    "      \"compName\": \"\",\n",
    "      \"compTag\": \"\",\n",
    "      \"industry\": \"\",\n",
    "      \"salary\": \"\",\n",
    "      \"jobKind\": \"\",\n",
    "      \"compScale\": \"\",\n",
    "      \"compKind\": \"\",\n",
    "      \"compStage\": \"\",\n",
    "      \"eduLevel\": \"\"\n",
    "    },\n",
    "    \"passThroughForm\": {\n",
    "      \"scene\": \"condition\",\n",
    "      \"skId\": \"fdec3bikn85rwl9j628kwhmfrfrydf48\",\n",
    "      \"fkId\": \"fdec3bikn85rwl9j628kwhmfrfrydf48\",\n",
    "      \"ckId\": \"x1822s2j8294dvw2x4iju8mgnlpmzse9\",\n",
    "      \"suggest\": None\n",
    "    }\n",
    "  }\n",
    "}\n",
    "\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7406cd6e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b95f0e01",
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  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57b8d117",
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d28086d8",
   "metadata": {},
   "outputs": [],
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  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e763f504",
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "69948d3d",
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed93e0fc",
   "metadata": {},
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  }
 ],
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